{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pylab as plt\n",
    "import copy\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "from angler import Simulation, Optimization\n",
    "from angler.structures import three_port, two_port\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lambda0 = 2e-6              # free space wavelength (m)\n",
    "c0 = 3e8                    # speed of light in vacuum (m/s)\n",
    "omega = 2*np.pi*c0/lambda0  # angular frequency (2pi/s)\n",
    "dl = 0.04                   # grid size (L0)\n",
    "NPML = [20, 20]             # number of pml grid points on x and y borders\n",
    "pol = 'Ez'                  # polarization (either 'Hz' or 'Ez')\n",
    "source_amp = 4              # amplitude of modal source (A/L0^2?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# material constants\n",
    "n_index = 2.44              # refractive index\n",
    "eps_m = n_index**2          # relative permittivity\n",
    "chi3 = 4.1*1e-19            # Al2S3 from Boyd (m^2/V^2)\n",
    "# max_ind_shift = 5.8e-3      # maximum allowed nonlinear refractive index shift (computed from damage threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# geometric parameters\n",
    "L = 6         # length of box (L0)\n",
    "H = 6         # height of box (L0)\n",
    "w = .3        # width of waveguides (L0)\n",
    "d = H/1.5    # distance between waveguides (L0)\n",
    "l = 5         # length of waveguide from PML to box (L0)\n",
    "spc = 3       # space between box and PML (L0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computed a domain with 440 grids in x and 340 grids in y\n",
      "The simulation has 50 grids per free space wavelength\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define permittivity of three port system\n",
    "eps_r, design_region = three_port(L, H, w, d, l, spc, dl, NPML, eps_m)\n",
    "(Nx, Ny) = eps_r.shape\n",
    "nx, ny = int(Nx/2), int(Ny/2)            # halfway grid points\n",
    "\n",
    "simulation = Simulation(omega,eps_r,dl,NPML,pol)\n",
    "# compute the grid size the total grid size\n",
    "print(\"Computed a domain with {} grids in x and {} grids in y\".format(Nx,Ny))\n",
    "print(\"The simulation has {} grids per free space wavelength\".format(int(lambda0/dl/simulation.L0)))\n",
    "simulation.plt_eps(outline=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set the modal source and probes\n",
    "simulation = Simulation(omega, eps_r, dl, NPML, 'Ez')\n",
    "simulation.add_mode(np.sqrt(eps_m), 'x', [NPML[0]+int(l/2/dl), ny], int(H/2/dl), scale=source_amp)\n",
    "simulation.setup_modes()\n",
    "\n",
    "# top modal profile\n",
    "top = Simulation(omega, eps_r, dl, NPML, 'Ez')\n",
    "top.add_mode(np.sqrt(eps_m), 'x', [-NPML[0]-int(l/2/dl), ny+int(d/2/dl)], int(H/2/dl))\n",
    "top.setup_modes()\n",
    "J_top = np.abs(top.src)\n",
    "\n",
    "# bottom modal profile\n",
    "bot = Simulation(omega, eps_r, dl, NPML, 'Ez')\n",
    "bot.add_mode(np.sqrt(eps_m), 'x', [-NPML[0]-int(l/2/dl), ny-int(d/2/dl)], int(H/2/dl))\n",
    "bot.setup_modes()\n",
    "J_bot = np.abs(bot.src)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set source and solve for electromagnetic fields\n",
    "(_, _, Ez) = simulation.solve_fields()\n",
    "simulation.plt_abs(outline=True, cbar=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computed a scale of 69.41736601004622 in units of E^2 J_out\n"
     ]
    }
   ],
   "source": [
    "# compute straight line simulation\n",
    "eps_r_wg, _ = two_port(L, H, w, l, spc, dl, NPML, eps_start=eps_m)\n",
    "(Nx_wg, Ny_wg) = eps_r_wg.shape\n",
    "nx_wg, ny_wg = int(Nx_wg/2), int(Ny_wg/2)            # halfway grid points     \n",
    "simulation_wg = Simulation(omega, eps_r_wg, dl, NPML, 'Ez')\n",
    "simulation_wg.add_mode(np.sqrt(eps_m), 'x', [NPML[0]+int(l/2/dl), ny_wg], int(Ny/3), scale=source_amp)\n",
    "simulation_wg.setup_modes()\n",
    "\n",
    "# compute normalization\n",
    "sim_out = Simulation(omega, eps_r_wg, dl, NPML, 'Ez')\n",
    "sim_out.add_mode(np.sqrt(eps_m), 'x', [-NPML[0]-int(l/2/dl), ny], int(Ny/3))\n",
    "sim_out.setup_modes()\n",
    "J_out = np.abs(sim_out.src)\n",
    "(_, _, Ez_wg) = simulation_wg.solve_fields()\n",
    "SCALE = np.sum(np.square(np.abs(Ez_wg))*J_out)\n",
    "J_out = J_out\n",
    "print('computed a scale of {} in units of E^2 J_out'.format(SCALE))\n",
    "\n",
    "J_top = J_top / SCALE\n",
    "J_bot = J_bot / SCALE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# changes design region. 'style' can be in {'full', 'empty', 'halfway', 'random'}\n",
    "simulation.init_design_region(design_region, eps_m, style='random_sym')\n",
    "simulation.plt_eps(outline=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add nonlinearity\n",
    "nl_region = copy.deepcopy(design_region)\n",
    "\n",
    "simulation.nonlinearity = []  # This is needed in case you re-run this cell, for example (or you can re-initialize simulation every time)\n",
    "simulation.add_nl(chi3, nl_region, eps_scale=True, eps_max=eps_m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define objective function\n",
    "import autograd.numpy as npa\n",
    "from angler.objective import Objective, obj_arg\n",
    "arg1 = obj_arg('ez', component='Ez', nl=False)\n",
    "arg2 = obj_arg('ez_nl', component='Ez', nl=True)\n",
    "\n",
    "def J(e, e_nl):\n",
    "    linear_top =     1*npa.sum(npa.square(npa.abs(e))*J_top)\n",
    "    linear_bot =     1*npa.sum(npa.square(npa.abs(e))*J_bot)\n",
    "    nonlinear_top =  1*npa.sum(npa.square(npa.abs(e_nl))*J_top)\n",
    "    nonlinear_bot =  1*npa.sum(npa.square(npa.abs(e_nl))*J_bot)\n",
    "    objfn = ( (linear_top - nonlinear_top) + (nonlinear_bot - linear_bot) ) / 2\n",
    "    return objfn\n",
    "\n",
    "objective = Objective(J, arg_list=[arg1, arg2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 99% (389 of 391) |##################### | Elapsed Time: 0:02:25 ETA:   0:00:00"
     ]
    }
   ],
   "source": [
    "# make optimization object and check derivatives\n",
    "R = 4     # filter radius of curvature (pixels)  (takes a while to set up as R > 5-10)\n",
    "beta = 300\n",
    "eta= 0.50\n",
    "simulation.init_design_region(design_region, eps_m, style='random_sym')\n",
    "optimization = Optimization(objective=objective, simulation=simulation, design_region=design_region, eps_m=eps_m, R=R, beta=beta, eta=eta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "adjoint gradient   = [-2.2392101848320127e-07, -1.1505253626762149e-08, 5.451566960435264e-07, 8.306256636921375e-07, -4.853969952649424e-08]\n",
      "numerical gradient = [-2.2404246513563209e-07, -1.1492098939136497e-08, 5.458004465053179e-07, 8.312644045327389e-07, -4.859662672274112e-08]\n"
     ]
    }
   ],
   "source": [
    "# check the derivatives (note, full derivatives are checked, linear and nonlinear no longer separate)\n",
    "(grad_avm, grad_num) = optimization.check_deriv(Npts=5, d_rho=5e-4)\n",
    "print('adjoint gradient   = {}\\nnumerical gradient = {}'.format(grad_avm, grad_num))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " ObjectiveFn: 7.98e-06 Iteration:  2/3 ETA:   0:00:27                          "
     ]
    }
   ],
   "source": [
    "# optimization.beta = 200\n",
    "# optimization.eta = 0.5\n",
    "new_eps = optimization.run(method='lbfgs', Nsteps=3, step_size=1e-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5IAAAFNCAYAAAByhlDBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XecVOXZ//HPtYW6dCnSRBRBiqAUNfYW0dgSG2psMRpjSzSW5PGJGGOeqImxxBJ7N7b8jCbBjo0oUhQLiPSOwAJLZ9ly/f44Z9Zhmd2d2XbO7n7fr9e8dubU68wuzLnmvu/rNndHREREREREJF1ZUQcgIiIiIiIiDYsSSREREREREcmIEkkRERERERHJiBJJERERERERyYgSSREREREREcmIEkkRERERERHJiBJJEREREakxMzvIzL6p5r69zWyjmWXHJaa4MLP3zOynUcchUp4SSRERERHJmJm5me2eeO3uH7p7/+ocy90XuXueu5fEJaY4MrPzzGxC1HGIgBJJEREREZEaMbOcqGMQqW9KJEVERESaKDPbM+w6WWBm083shKR1j5vZ38zsLTPbYGbvm9ku4boPws0+D7uknm5mh5rZkqT9F5jZNWb2hZltMrNHzKyrmb0WHu9tM+sQbtsnbE3MMbP9w2MmHlvNbEG43Sgz+ziMd7mZ3WNmzTKIqarrvdfM/hPG94mZ7VbB+5aI9wIzWwSMD5fvZ2Yfhcf/3MwOTdrnPDObFx57vpmdFS6/0cyeTnHsnHLn3BP4G5B4fwrC5cea2YzwuEvN7Oq0fvkiNaREUkRERKQJMrNc4F/Am0AX4HLgGTNL7gp6FvB7YCdgGvAMgLsfHK4fGnZJfb6C05wMHAXsARwPvAb8D9CZ4D70ivI7uPvH4THzgA7AJ8Dfw9UlwJVhPPsDRwCXpBNTmtc7BvhdeN45wB8quK6EQ4A9gaPNrAfwH+BmoCNwNfAPM+tsZq2Bu4Fj3L0N8D2C9zNt7v41cDGQeH/ah6seAX4WHncwYVIrUteUSIqIiIg0TfsBecAt7r7N3ccD/wbOSNrmP+7+gbsXAtcTtIb1yuAcf3X3Fe6+FPgQ+MTdP3P3rcDLwN5V7H83sCE8N+4+1d0nunuxuy8AHiBI5tKRzvW+7O6T3L2YIGkeVsUxb3T3Te6+BfgxMM7dx7l7qbu/BUwBjg23LQUGm1lLd1/u7tPTjLsqRcBAM2vr7mvd/dNaOq5IpZRI1jEz629m08LuBleEXUR+WwvHTdntIQ6qU3ktk6pqYZeYc6sfYaXH3m4Qe3gdfWvp2P9jZg+Hz2v191ed91xERJq87sBidy9NWrYQ6JH0enHiibtvBNaE+6VrRdLzLSle51W0o5n9DDgUODMRo5ntYWb/NrNvzWw98H8ErZPpSOd6v016vrmy+EKLk57vApwadmstCLueHgjs7O6bgNMJWhSXh91nB6QZd1VOJkhWF4bdj/evpeOKVEqJZN27FnjX3du4+93ufrG7/z7qoOpS+cprlqJstdWgqpq7H+PuT4THqdPqZeF1zKtsm/LjLyo51v+5e62U7w7HnRyZdOxaqXYnIiJNyjKgl5kl3w/2BpYmvS5rfTSzPIIum8vqOjAzO4igS+2J7r4+adX9wEygn7u3Jegma2keNp3rzZQnPV8MPOXu7ZMerd39FgB3f8PdjwJ2Dq/hoXC/TUCrpON0S/N8hMed7O4nEnTX/SfwQvUvRyR9SiTr3i5AbXVdqHdxbPFsiPQ+iohIDH1C0Op2rZnlhoVhjgeeS9rmWDM7MCxo83tgorsnWuFWALXSaydZ2HX2BeAcd59VbnUbYD2wMWzR+3m59ZXFlM711sTTwPFmdrSZZZtZi/DL5p4WFBk6MRwrWQhsJOjqCsFYyYPD3kXtgN9Uco4VQE/7rsBQMzM7y8zauXsRwXtTWsn+IrVGiWQdMrPxwGHAPWG3wz3CimA3h+sPNbMlZvYrM1tpQfWx85P2/4GZfWZm681ssZndmMG5F5jZb8IqXmvN7DEza5G0/riwy22BBdXF9iq373Vm9gWwyYIKatWtvPYH4KCk9+Aeq6KqWnjul8pdz11mdnf4/D0z+6mlqF5mZiPNbEVyF08z+5GZfV7B+9TJzF4N3+NJwG7l1pe1nFqKqmjhB8JrQHf7rrpcdwsqsL1kZk9b0PXmPCtXlS30EzNbFv7ur046b9nfSfg6+f15iuAb1H+F57vWynWVDWN41czWmNkcM7sw6Vg3mtkLZvZkeC3TzWxEqvdHREQaL3ffRpBIHQPkA/cRJG8zkzZ7FhhL0KV1OME4wIQbgSfCz9/TajG0I4CuwEtJn62JL+WvBs4kGDf5EFC+yE+FMaV5vdUWJtgnErSSriJoobyG4H47C7iKoFV0DcG4zp+H+70VXscXwFSCcZsVGU/QQPGtmeWHy84GFoT3GxcTFEgSqXvurkcdPoD3gJ8mvX4cuDl8fihQDNwE5BL0b98MdEhaP4TgP5+9CL6FOilc14ege0NOBeddAHxF0CWlI/DfpPPuDawE9gWygXPD7Zsn7Tst3Ldl0rKJBP+x9wj3/zQ8VguC/9jGpoqt/HsQLnNg96TXhwJLwue7hO9Dm/B1NrAc2K/88YDzgAnljj2DoCpa4vXLwK8qeJ+eI/jWszVBpbOlycdLjjOM4aDweQdgn/KxJ+13I8Hg95PC31/LcNnT5d6jv4fnHkLwoXNk+b+TVOcIfx9HJr0u/55/QPAB2YKgUMAq4PCk2LYS/L1lA38k+IY58n8veuihhx56xOdR/rNIDz300CP5oRbJ6BUBN7l7kbuPI+jq0B/A3d9z9y89qPz1BUHSkW5lMoB73H2xu68hKF+dqEp2EfCAu3/i7iUejDcsJKhmlnB3uO+WpGU1rbyWFndfSJCk/jBcdDiw2d0npnmIJwi/MTWzjsDRBN+obidstTwZuMGDimtfhftWJNOqaB+7+z/D39+WCrb5XXjuL4HH2L5yXLVY0CXoAOA6d9/q7tOAh4Fzkjab4EFVuRLgKWBoTc8rIiIiIk2HEsnorfagxHRCWYUwM9vXzN41s1Vmto6gu0K6lclg+0piC/muytouwK9s+6pivdi+ClvyvgnVrrxWDc/yXVJ1JikSwUokxii0Bk4DPnT35Sm26wzksOP7VJFMq6Kleg8r2yb5d1QT3YE17r6h3LErq0rXwjSOU0RERETSpEQy3p4FXgV6uXs7gvGA6VYmg6RKawRj6hJV1hYDf/Dtq4q1cve/J22/Q1WwGqjOsV4EDjWzngQtkxUlkqmqly0FPgZ+RDBu4KkK9l1F0LW4/PuU+kQVV0Wr6PrSue6KfkdVVXCr7NjLgI5m1qbcsWtSlU5ERJoYdz/P3f836jhEJJ6USMZbG4KWpa1mNoqgZS4Tl1pQKawjwUS+iQHpDwEXhy2eZmatLSjs06biQ9VIqgpqlVZ6c/dVBGMhHwPmu/vXlRy7rHpZkicJpl4ZAvy/Cs5REq670cxamdlAgvGiO7DKq6KtADpZUGktU78Nzz0IOJ/vfkfTCCrldTSzbsAvy+1X4fvnwWD/j4A/WlAxbi/gAoKWWhERERGRGlMiGW+XADeZ2QbgBjKfF+hZ4E1gHjAXuBnA3acAFwL3AGuBOQRFa+rKXcApFlSPvTtcdiNVV3p7FjiSyru1pqpeBsGYzV2Al919cyX7X0bQJfdbgqICj1WybcqqaB5Ue/s7MC+8nky6p75P8P6/A/zZ3d8Mlz8FfE5QVOdNdqxK90fgf8PzXc2OziAowLOM4L0Y6+5vZxCXiIiIiEiFzL02ezBKXJjZAoLKpk02eTCzucDPmvJ7IA2LmVXnP+Q33H10rQcjDcZOO+3kffr0iToMERFpJKZOnZrv7p2r2k7FNaRRMrOTCcYRjo86FpE6lkkBLmmE+vTpw5QpU6IOQ0REGgkzq6z4ZBklktLomNl7wEDgbHcvrWJzkVgxy6SeVjAXsIiIiEh90xjJRsrd+zTVLp3ufqi7d3H3N6KORSRTZpbRQ6JjZqPN7Bszm2Nmv06x/iozm2FmX5jZO2a2S9K6c81sdvg4N2n5cDP7Mjzm3aZfsoiIxJQSSRGRGFEi2TCYWTZwL3AMQQ+IM8LKz8k+A0a4+17AS8Bt4b4dgbHAvsAoYKyZdQj3uZ+gGFq/8KHxryIiEktKJEVEYsLMyMrKyughkRkFzHH3ee6+DXgOODF5A3d/N6lq9ESgZ/j8aOAtd1/j7muBt4DRZrYz0NbdJ3rQZ/lJ4KT6uBgREZFMZTRGUpXhREQCCxYsID8/v9abBNXK2GD0ABYnvV5C0MJYkQuA1yrZt0f4WJJi+Q7M7CLgIoDevXtnEreIiEityCiRVGU4EZHAiBEj6uS4SiQbHzP7MTACOKS2junuDwIPAowYMUIVl0REpN6pX5SISIxojGSDsRTolfS6Z7hsO2Z2JHA9cIK7F1ax71K+6/5a4TFFRETiQImkiEiMKJFsMCYD/cxsVzNrBowBXk3ewMz2Bh4gSCJXJq16A/i+mXUIi+x8H3jD3ZcD681sv7Ba6znAK/VxMSIiIpnSPJIiIjGh5LDhcPdiM7uMICnMBh519+lmdhMwxd1fBf4E5AEvhr/XRe5+gruvMbPfEySjADe5+5rw+SXA40BLgjGVryEiIhJDSiRFRGJElVgbDncfB4wrt+yGpOdHVrLvo8CjKZZPAQbXYpgiItLIfbpoLSvWbeWYITvX63mVSIqIxIhaJEVERKQqJaXOWzNW8NCH85i6cC19O7dm9OBu9XofoURSRCRGlEiKiIhIRbYWlfCPT5fw0AfzWLB6M706tuTG4wdy6ohe9X4PoURSRCQmNEZSREREUtlYWMyTHy/g0QkLyN9YyNCe7bj3zH04elBXcrKjGRajRFJEJEaUSIqIiEiyopJSfvzwJ0xbXMDBe3Tm4kP6sn/fTpHfMyiRFBGJkag/FERERCRebn9zFtMWF3DXmGGcOKxH1OGUUSIpIhIjqtoqIiIiCR/MWsXf3p/Lmfv2jlUSCaA7FhERERERkZhZuWErV70wjT265nHDcQOjDmcHapEUEYkJFdsRERERgNJS51cvfM7GwmKevXA/WuRmRx3SDpRIiojEiBJJERERufWNmXw4O58//mgIe3RtE3U4KSmRFBGJESWSIiIiTdsLUxbzwPvzOHu/XRgzslfU4VRIiaSISIwokRQREWm6Js5bzfUvf8lB/XZi7PEDY31foERSRCRG4vyBISIiInVnQf4mLn56Kr07tuKeM/chJzvedVGVSIqIxISZafoPERGRJmjdliJ+8sRkDHj0vJG0a5kbdUhVUiIpIhIjapEUERFpWopLSrns2U9ZtHozT/90X3bp1DrqkNKiRFJEJEaUSIqIiDQtN//naz6cnc+tJw9hv76dog4nbUokRURiRImkiIhI0/HMJwt5/KMFXHDgrpw+snfU4WREiaSISEyYmRJJERGRJmDF+q385c1ZvDB1MYf278z/HLtn1CFlTImkiEiMKJEUERFpvNZvLeLRCfN54P15FJeWcsEBu3LlUXuQndXwPv+VSIqIxIiqtoqIiDQuC1dv4q0ZK3jn65VMXrCG4lLn2CHduG70gAZTWCcVJZIiIjGiFkkREZHG4aul6/jr+Nm8MX0FAHt0zeOnB/Xl2CHd2Ktn+4ijqzklkiIiMaExkiIiIg3fp4vWcs/4OYyfuZI2LXK44vDdOXVEL3p1bBV1aLVKiaSISIwokRQREWl43J0PZ+dz33tzmDhvDe1b5XL19/fgnO/1oW2L3KjDqxNKJEVEYkSJZMNhZqOBu4Bs4GF3v6Xc+oOBO4G9gDHu/lK4/DDgjqRNB4Tr/2lmjwOHAOvCdee5+7Q6vRAREamRBfmb+OXz05i2uIBubVvwvz/YkzNG9aZ188adajXuqxMREakDZpYN3AscBSwBJpvZq+4+I2mzRcB5wNXJ+7r7u8Cw8DgdgTnAm0mbXJNIOkVEJN7emrGCq16YRnaWccuPhvDDfXrQPCc76rDqhRJJEZEYUdXWBmMUMMfd5wGY2XPAiUBZIunuC8J1pZUc5xTgNXffXHehiohIbSsuKeUvb83ivvfmMqRHO+47a59GNwayKrpjERGJiUSxnUweEpkewOKk10vCZZkaA/y93LI/mNkXZnaHmTWvboAiIlI35q7ayGkPfMx9783ljFG9efHi/ZtcEglqkRQRiRUlh02Hme0MDAHeSFr8G+BboBnwIHAdcFOKfS8CLgLo3bt3nccqIiJQUuo8OmE+f37zG1rkZnPXmGGcOKw63yE2DkokRURiRF1bG4ylQK+k1z3DZZk4DXjZ3YsSC9x9efi00Mweo9z4yqTtHiRINBkxYoRneF4REcnQl0vW8dtXvmLa4gKOGtiVP/xwMF3atIg6rEgpkRQRiRG1SDYYk4F+ZrYrQQI5Bjgzw2OcQdACWcbMdnb35Rb8IZwEfFUbwYqISPXkbyzkT69/wwtTF9OpdTPuPH0YJw7rrs9rlEiKiMSGmalFsoFw92Izu4ygW2o28Ki7Tzezm4Ap7v6qmY0EXgY6AMeb2e/cfRCAmfUhaNF8v9yhnzGzzoAB04CL6+WCRERkB+/PWsVlz3zKlqISfnrgrlx+RL9GOydkdSiRFBGJEX3D2XC4+zhgXLllNyQ9n0zQ5TXVvgtIUZzH3Q+v3ShFRKQ6lq/bwi+e+4weHVpyz5n7sHuXvKhDih0lkiIiMaJEUkREJFolpc4vnpvGtuJS7jtrH/p2VhKZihJJEZGYUNdWERGR6P11/GwmzV/D7acOVRJZCSWSIiIxohZJERGR6HwybzV3vzObH+7dg5OHpxydICElkiIiMaIWSRERkWgUlZRy1Quf07tjK35/0uCow4k9JZIiIjGiFkkREZFovPP1CpYWbOHBs4eT11xpUlX0DomIxITGSIqIiETn6YmL6N6uBUfs2TXqUBoEJZIiIjFSFy2SZrYA2ACUAMXuPqLWTyIiItKAzc/fxIQ5+fzqqD3IzlLvoHQokRQRiZE67Np6mLvn19XBRUREGrJnJi4kJ8s4fVSvqENpMJRIiojEhLq2ioiI1L+tRSW8OHUJRw/qRpc2LaIOp8HQHYuISMO2k5lNSXpclGIbB940s6kVrBcREWmy/vPFctZtKeKsfXtHHUqDohZJEZEYqUbX1vw0xjwe6O5LzawL8JaZzXT3D6oXoYiISOPy9CcL6du5Nfvv1inqUBoUtUiKiMRIVlZWRo90uPvS8OdK4GVgVB1egoiISIMxbXEBny0q4Kx9d9EUXBlSIikiEiNmltEjjeO1NrM2iefA94Gv6vgyREREYu+DWas455FP6NS6Gafs0zPqcBocdW0VEYmJdJPDDHUFXg6PmwM86+6v1/ZJREREGgp355EJ8/m/cV+zR9c2PHTOCNq1yo06rAZHiaSISIzUdtVWd58HDK3Vg4qIiDQgRSWlTFmwloWrN7FozWa+WLKOCXPyOWZwN/586lBaN1dKVB1610REYkTjM0RERGqHu/PWjBXc8tpM5uVvAiAny+jZoSXXHN2fnx+yG1lZ+tytLiWSIiIxoXkkRUREasdXS9dx079nMGn+Gnbr3Jp7z9yHob3asXO7lmQreawVSiRFRGJELZIiIiI1s3D1JsY8OJHmOVncfNJgxozsRU62vqitbUokRURiRImkiIhI9W0rLuWKv39Gdpbx6uUH0qN9y6hDarSUSIqIxIi6toqIiFTf7W9+w+dL1vG3H++jJLKOKZEUEYmJOpr+Q0REpEn4YNYqHvhgHmft25vRg3eOOpxGT4mkiEiMqEVSREQkc/kbC7nqhc/Zo2sevz1uYNThNAlKJEVEYkQtkiIiIpn747iZrNuyjWd+ui8tcrOjDqdJ0FffIiIxkZj+I5OHRMfMRpvZN2Y2x8x+nWL9wWb2qZkVm9kp5daVmNm08PFq0vJdzeyT8JjPm1mz+rgWEZGGbNriAv7x6RJ+cuCu9O/WJupwmgzdhYiIxEhinGS6D4mGmWUD9wLHAAOBM8ysfF+qRcB5wLMpDrHF3YeFjxOSlt8K3OHuuwNrgQtqPXgRkUaktNS58dXpdG7TnMsP7xd1OE2KEkkRkRhRItlgjALmuPs8d98GPAecmLyBuy9w9y+A0nQOaMEv9HDgpXDRE8BJtReyiEjj889pS5m2uIDrRg8gr7lG7dUnJZIiIiKZ6wEsTnq9JFyWrhZmNsXMJppZIlnsBBS4e3E1jyki0qRsLCzmltdmMrRXe360t/67rG9K20VEYkStjE3GLu6+1Mz6AuPN7EtgXbo7m9lFwEUAvXv3rqMQRUTi7b5357ByQyF/O3s4WVn6/KxvapEUEYmJTLu1KumM1FKgV9LrnuGytLj70vDnPOA9YG9gNdDezBJf8lZ4THd/0N1HuPuIzp07Zx69iEgDV1rq/H3SIo4Z3I19eneIOpwmSYmkiEiMKJFsMCYD/cIqq82AMcCrVewDgJl1MLPm4fOdgAOAGe7uwLtAosLrucArtR65iEgjMGP5etZuLuL7g7pGHUqTpURSRCRGlEg2DOE4xsuAN4CvgRfcfbqZ3WRmJwCY2UgzWwKcCjxgZtPD3fcEppjZ5wSJ4y3uPiNcdx1wlZnNIRgz+Uj9XZWISMMxYU4+AAfstlPEkTRdGiMpIhIjSg4bDncfB4wrt+yGpOeTCbqnlt/vI2BIBcecR1ARVkREKvHfOfns0TWPLm1bRB1Kk6UWSRGRGFGLpIiISOW2FpUwaf4aDtxdY8SjpBZJEZGYMDOysvT9noiISGWmLlxLYXEpB/brFHUoTZoSSRGRGFEro4iISOUmzMknJ8sYtasSySgpkRQRiRElkiIiIpX775x89undgbzmSmWipD5UIiIxojGSIiIiFVu7aRtfLl3HAburWmvUlMaLiMSEkkMREZHKfTxvNe5ofGQMKJEUEYkRJZIiIiIVmzAnn7zmOQzt2T7qUJo8JZIiIjGiRFJERKRi/52Tz359O5GTrRF6UdNvQEQkRjRGUkREJLW5qzaycPVmDtxd3VrjQC2SIiIxouRQRERke+7Ov79YzthXp9MsJ4sj9uwadUiCEkkRkdhQK6OIiMj2Vm7Yym//+RVvTF/B0J7t+NOpQ+nVsVXUYQlKJEVEYkWJpIiISGDR6s2MefBj8jdt49fHDOCnB+6qsZExokRSRERERERiZfGaIIncUlTC//v59xjco13UIUk5SulFRGIkymI7ZjbVzC41sw61emAREZEMBEnkRDYXlfD0T/dVEhlTSiRFRGIk4qqtpwPdgclm9pyZHW3qaysiIvWkuKSU17/6ljMemsjGwmKevmBfBnVXEhlX6toqIhIjUeZt7j4HuN7MfgscBzwKlJjZY8Bd7r4msuBERKTRWr5uCy9NWcKzkxaxfN1WerRvydMXqCUy7pRISpNSWloKBGWks7Ozy56DipxI9OJQtdXM9gLOB44F/gE8AxwIjAeGRRiaiIg0Eu7Ox3NXM37mSj6YvYpZKzYCcFC/nfjdCYM4fEAXFdVpAJRIyg7cnZkzZwLQrVs3APLy8hgzZgwA++23HwDXXHNNNAFmqHv37ixfvrzK7cysLNGsbJvycnNzAdi2bVv1AhRJEmUiaWZTgQLgEeDX7l4YrvrEzA6ILDAREWk03J0/vjaTBz+YR7OcLEb16cgpw3ty1MBu7LpT66jDkwwokRQRiZGIWyRPdfd5yQvMbFd3n+/uP4oqqLpkZnsA1wC7kPSZ6O6HRxaUiEgj5e7837iveejD+Zyz/y785pg9adksO+qwpJqUSEqZRFfPVK1yeXl5NG/eHIA33ngDgMsuu4yWLVtW+3wbN24kLy+v2vuna8WKFWlt5+6VdnOt6Aa/qKgIgA4dOrBmzZpKtxWpSsR/Oy8B+6RYNjyCWOrLi8DfgIeAkohjERFptNydm//zNY9MmM953+vD2OMHRv2ZJzWkRFLKVNatc+PGjey0004A7LbbbgCUlKR/z3XSSScBsH79ekaPHg3ABx98wP333w9QllC2b9++1v5T2bgx6G9fVXfVZFlZQX/8goIC2rULBninG09BQUHZ/scccwwA48aNS/vcIhBNImlmA4BBQDszS255bAu0qPeA6lexu98fdRAiIo3ZsoIt3Pr6TF6ZtozzD+jDDccpiWwMlEiKiMREhMV2+hNUaW0PHJ+0fANwYRQB1aN/mdklwMtAYkwoqlArIlJz+RsLue/duTw9cSEAVxzRjyuP7KckspFQIinAdy1xlVmwYAEAS5YsAaiyW+vWrVtTbvPuu++WPe/du/d26+bOnUvfvn2rjCUdbdq0qfa+7du3L+vqWx2vvfYaECQGie6yIumI4sPV3V8BXjGz/d3943oPIFrnhj+Tq4c5UDv/EYmINCGbtxUzcd5qpi5cy5QFa5m2uICiklJOHd6LK47sR4/21R8SJfGjRFJEJEYi6tp6rbvfBpxpZmeUX+/uV9R7UPXE3Xet7r5mNhq4C8gGHnb3W8qtPxi4E9gLGOPuL4XLhwH3E3QdLgH+4O7Ph+seBw4B1oWHOc/dp1U3RhGR+vLG9G+54ZWvWLG+kOwsY1D3tpy17y6ctV9vdutc9zUxpP4pkRSAtFrNOnXqBMDxxwc936pqsUtsn4ndd989ozGNdSmTMaDpHKcmLZzSdETU3efr8OeUKE4eJTPLBX4OHBwueg94wN2LqtgvG7gXOApYAkw2s1fdfUbSZouA84Cry+2+GTjH3WebWXdgqpm94e4F4fprEkmniEjcrVi/lbGvTOf16d8yoFsbbjtlKCP7dKBVM6UZjZ1+wwIESU5VidOGDRsAeOihh9I65ubNmzOOw9254oqg8ePuu+/OeP9kxcXFAOTk1OzP/LbbbgPg2muvrdb+ifOri6ukI6Kurf8Kn37p7p/WewDRuh/IBe4LX58dLvtpFfuNAuYkpksxs+eAE4GyRNLdF4Trtvt2zN1nJT1fZmYrgc4Ec3iKiDQYS9Zu5gd3T2BrUQnXju7PhQf1JTe76uFS0jgokRQRiYkIi+0k3G5m3Qim/Hje3b+KMph6MtLdhya9Hm9mn6exXw9gcdLrJcC+mZ7czEYBzYC5SYv/YGY3AO8Av3ai5tR2AAAgAElEQVT3whT7XQRcBDuONRcRqS93vT2bLUUl/OfyA+nXtfq1KaRhUiIpQNB6V9kNbMeOHVm1alVax6ppy9tf//pXAO666y6g+i00ia6kffv2Zd68eVVsvb2cnByeeOIJAM4880wgaImdPXt2tWIByM3NBYJ5J1WtTCoS5d+Gux8WJpKnAQ+YWVuChPLmyIKqeyVmtpu7zwUws77U03ySZrYz8BRwrrsnWi1/A3xLkFw+CFwH3FR+X3d/MFzPiBEj1N1BROrdnJUb+cenS/jJAbsqiWyi1PYsIhIjWVlZGT3SZWbZZvaZmf27su3c/Vt3vxu4GJgG3FCzK4q9a4B3zew9M3sfGA/8Ko39lgK9kl73DJelJUzS/wNc7+4TE8vdfbkHCoHHCLrQiojEzh1vzaJlbjY/P3S3qEORiKhFUsokWhJfeeUVTjvtNOC78ZDnnHNO2sdJtLxVpapxmYmb5M2bN1c51Uhl5s6dW3Ztld14t2nThvXr11e4ftasWTVqLaqt4j0i1fQLgqI6bSvawMz2BE4HTgZWA8+TXlLVYLn7O2bWj2AuTYBvUnUlTWEy0M/MdiVIIMcAZ6ZzTjNrRjBv5ZPli+qY2c7uvtyC/2xOAppC92IRaWC+WrqO/3y5nCuO6EenvOZRhyMRUSIpOzjxxBMpLEznPuq75LOwsJBTTz0VqDph6tixIwCrV68u2z/RDTVVt9hWrVqVPZ80aRIjR45MK7ZkiQRw+PDhAEyfPp2tW7cC8MknnwAwalTVX/wXFAS1MNq3b59xDMnVaFV4p+EbMWJEnRy3Lrq2mllP4AfAH4CrKtn0UYLk8Wh3X1brgcSImR3u7uPN7EflVu0ezv/6/yrb392Lzewy4A2C6T8edffpZnYTMMXdXzWzkQQJYwfgeDP7nbsPIug6fDDQyczOCw+ZmObjGTPrDBhBi/DFtXTJIiK15k9vfEP7Vrn89KBqz6AkjYASSRGRmKjDYjt3AtcClQ5icff96+LkMXUIQTfW41Osc6DSRBLA3ccB48otuyHp+WSCLq/l93saeLqCYx5e1XlFRKL0ybzVvD9rFb85ZgBtW6TXC00aJyWSUiNdunQp+zljxowqtoZDDz2U8ePHl71O3DSn2yo4atSoGrXmffTRRwC8/vrrnHzyyWmdM1m7du2qfW6RdFQjkdzJzJLnf3wwLMSSON5xwEp3n2pmh1Zwzhfc/TQz+5IgiSpbBbi775VpUHHn7mPDpze5+/zkdWF3VRERKWflhq1c89IXdG3bnHP27xN1OBIxJZJSbddffz35+fkAZT+rMn78+JQ3yonuqi1btmTLli21F2Q5iTkdTzjhhLS776aSnMwmuvIOHz6czz9PZ9YAkYpVI5HMd/fK+tkeAJxgZscCLYC2Zva0u/84aZtfhD+Py/TkjcA/gH3KLXsJGB5BLCIisbV+axHnPTqZVRsKefbCfWnZLDvqkCRiSiRFRGKktru2uvtvCKaUIGyRvLpcEom7Lw+fXuLu15WL51aCKSgaFTMbAAwC2pUbJ9mWIOEWEZHQ1qISLnpyCrNWbOCR80ayd+8OUYckMaBEsombPz/o0dW/f3+2bdtW6baJYjGJwjjlJVrmEjfCPXr0YPny4P400RK4cuVKunbtWuE51q1bR7NmzSpcX9VNdqKAzmOPPcbUqVMBuPPOO8vW5+XllT3PZOqEyiTej2nTppVdpyq0SnVFPMfoUeyYNB6TYllj0J+gBbY924+T3ABcGElEIiIxtCB/E38Y9zUT563hztOHccgenaMOSWJCiaSISEzUYbEdANz9PeC9FOf9OXAJsJuZfZG0qg3wUZ0FFCF3fwV4xcz2d/ePo45HRCROVqzfyqvTlvGvL5bxxZJ1mMENxw3kpL17RB2axIgSySaub9++Zc8TrWjZ2dnceuutwHdjH2+//fYqi9yUb+G76667uOCCCwDYsGEDAN26dStrtSsqKtrhGFXNQZmqpa+kpIQOHTpsd55kjzzyCL179wZg9uzZAJW2etZEonVSLZJSXRG1SD4LvAb8Efh10vIN7r4mioDq0cVm9rW7FwCYWQfgdnf/ScRxiYjUq5JS5/1ZK/n7pMWMn7mSklJnSI92/M+xAzhur+50b1/9Ob2lcVIiKUBQjTS5y+qxxx4LwF57pVes8ZRTTtlh2X777ZcysSsuLgaCpHHTpk3A9old4kY6OXHdvHnzduuSPf744ynPkyyRtKabQH7++ecMHDgQ+K5bbmFhIS1aVD50qk2bYHaF1atXp3UekfKiSCTdfR2wzsyK3X1huXiecvez6z2o+rNXIokEcPe1ZrZ3lAGJiNSFbcWl/HduPssKtlCwuYh1W4pYs2kbqzYUkr+xkKXh8p3ymnHhQX05bURP+nbOq/rA0mQpkRQRiZGIx0gOSn5hZjk0/uqlWWbWwd3XAphZR/TZKCKNhLszfdl6Xpq6hFemLWXt5u96g7XIzaJDq2bslNecrm1bMLh7Ow7t35kj9uxKs5zaqSMhjZs+LJu4RBfM8t1ShwwZktb+ia6oL7744g7revXqVem+xcXFtG7dGoARI4LZCyZOnLjDdpdddhktW1bcneKyyy6r9DwXXHABDz/8cKXbJCSmBDnkkEPKig8lT0eSuKZFixal3D/RFTjiZEAaKDOrtSJQGZ73N8D/AC3NbH1iMbANeLDCHRuH24GPzexFgms+BfhDtCGJiFTfxsJi/jsnnw9mreKD2atYvGYLzbKzOGpQV07ZpycDu7elXctcWuRq+g6pGSWSIiIxElHX1j8CfzSzP4bThTQZ7v6kmU0FDgsX/cjdZ0QZk4hIda3fWsRRf3mfFesLad0sm/1324mLD9mNHwzZmfat6qY+hDRdSiSbuKpaPxJjCiuaGiRRTCeVqorzwHfjJVO1RCbccccdlR5j7dq1tGrVCvjueq6++mpuueWWKs9fXvPmzQFYuHAh7du332H94sWLge+uLZ2b/sS0KSLpiCKRNLMB7j4TeNHM9im/3t0/rfeg6tdMYC3hZ6KZ9Xb31N0ORERi7In/LmDF+kL+9uPhHD6gi7qoSp1SIimVWrduHUDKrqXFxcUVzikJtXdDXFJSUlbwJpUWLVowa9YsAHbfffdaOWfyfJOp7LLLLkDFXVwTyeO6devUzVUyEtHfy1XARQTdPMtz4PD6Daf+mNnlwFhgBVBC0L3VgfQqjYmIxMTGwmIenjCfI/fswujB3aIOR5oAJZIiIjESUdfWi8Kfh1W1bSP0C6C/u6vUsog0aE9+vIB1W4q4/PB+UYciTYQSSalUYrqLnJycsm6oCQUFBXTq1KnS/a+++moA/vznP1c7hqrmloTaa4lMqKylFaqOKZEMpOoeK1IRM4u0BdvMsoEfAH1I+nxw979EFVM9WAysizoIEZGa2FRYzMMfzufQ/p0Z2kv3HlI/lEhKpf773/8C7JBEAhx00EHMmFF5TYrvf//7QM0SyVWrVtG1a9cdlh9xxBEAvP322/V+851cyVWkEfkXsBX4Emgqg3vnAe+Z2X+AwsTCRp48i0gj88wnC1mzaZtaI6VeKZEUEYmRiMfU9nT3pjY2cFH4aBY+REQalC3bSnjwg3kc1G8nhu/SIepwpAlRIilAUIU0+QY2USzmwAMPrHCfr7/+mmXLlgHQvXv3lNt873vfq3FsI0eOZPbs2QB8++23DBoUzJm+adMmAFq3bs3mzZtrfJ7yEu9Hquqzy5cvB+C6667j1ltvrfVzS9MVcSL5mpl9393fjDKI+uTuv4s6BhGRmnh+8iLyN27jiiPUGin1S4mkiEiMRJxITgReNrMsoIiwgqm7t40yqLpkZu8SVGndjrs32kq1ItJ4uDvPTlrE0J7tGNmnY9ThSBOjRFKA7W9e3Z0ePXqktV/ydolxlMmFahLzO55++ukAfPTRRymnzEi0+qWa13L8+PFl8zsOGjSorCUyEXNiipKKFBcXpyyOk2h1rejGvV27dkBQVKgit912G7fddlvZ8TTVh9RUxH9DfwH2B770dCaCbRyuTnreAjgZ2HFQuIhIDH26qIBZKzbyxx8NiToUaYKUSMoOzIzTTjsNgLvvvjvt/RJzPZ555pkAPPPMM2U3xc8991yV54TU3UiTbdy4kcLCoB5GIrmsSpcuXVIuTyS5qQrnnHXWWXzwwQcAZd13995777JzpqrGmp2dXZacilSHmaX8MqUeLQa+akJJJO4+tdyi/5rZpEiCERHJ0POTF9GqWTbHD009xEikLimRFBGJkYhbJBMVTF+jiVQwNbPkvmBZwHCgXUThiIikbcPWIv71+XJOGNqdvOa6pZf6p786Sen2228HMmuRTBg3blxth7OddFsiE5YtW0bLli13WF7ZFB7PPPNM2fMhQ3bsLpKqBbUJNeJIHYo4kZwfPppSBdOpBGMkjaBL63zggkgjEhFJw78+X86WohLGjOoVdSjSRCmRFBGJkagSSTPLBtq4+9VVbtwImNmp7v4icIS7z6vmMUYDdwHZwMPufku59QcDdwJ7AWPc/aWkdecC/xu+vNndnwiXDwceB1oC44BfNKWuxiKSvucmL2JAtzYM67XjcBuR+hDpYByJr5ycHHJychg6dChDhw7NaN8DDjiAAw44oI4iy1yLFi0499xzOffcc5kzZw5z5syhqKioRscsLS2ltLR0u2JDKrQjNWVmGT9qi7uXAPH5h1v3fhP+fKnSrSoQJt73AscAA4EzzGxguc0WAecBz5bbtyMwFtgXGAWMNbPE5G/3AxcC/cLH6OrEJyKN2/Rl6/hiyTpOH9lL9x8SGbVISqWmTZsGwL777sukSenVn3j55ZfrMqRqefTRR4HUVWFrYsmSJWVVYxNVXkVqIuIbgmlm9irwIrApsdDd/190IdWZ1Wb2JrBreM3bcfcTqth/FDAn0ZppZs8BJwIzko6xIFxXvgrX0cBb7r4mXP8WMNrM3gPauvvEcPmTwEnAaxlfnYg0as9PXkyznCx+uHd6VfZF6oISSRGRGIk4kWwBrAaS51B0oDEmkj8A9gGeAm6vxv49CKrcJiwhaGGs7r49wseSFMtFRMrMXrGBf0xdwrGDu9G+VVMZzi5xpERS0vL666/z2GOPAfCrX/0q5TadOnUCSDlnY02VlJQA289RmYm6nFJBLZFSm6JMJN39/MhOXs/cfRsw0cy+5+6roo4nU2Z2EXARQO/evSOORkTqy5pN27jgiSm0bJbDtaMHRB2ONHEZ3V1PnTq1WmN49IjXozo6dOjAlVdeyZVXXkmrVq3K5mBMyM7OZunSpSxdurRax69MUVER3bt3p3v37hmNbXR33J2f//znzJs3j3nzqlVPQ6Re1ce/50rOvYeZvWNmX4Wv9zKz/61qv4asBknkUiC5VGLPcFlN9l0aPq/ymO7+oLuPcPcRnTt3TjtoEWm4thWXcvFTU/l2/VYeOmc43dvvWJFepD6p2I6ISEzU1xdDlXiIoAhNEYC7fwGMqe2TNBKTgX5mtquZNSN4n3YYa1mBN4Dvm1kHC4rsfB94w92XA+vNbD8LfrnnAK/URfAi0rC4O9e//CWTFqzhT6fsxd69O1S9k0gdU9dWyViqrqtt2rShWbO66afv7mzevBkIWifT7TqbKA70t7/9jYceegiAbdu2AXXb1VWkJiL+22zl7pPKJajFUQUTZ+5ebGaXESSF2cCj7j7dzG4Cprj7q2Y2EngZ6AAcb2a/c/dB7r7GzH5PkIwC3JQovANcwnfTf7yGCu2ICHDvu3N4ceoSrjiiHycO09BpiQclkiIiMVIHrYyZyDez3QgK7GBmpwDLowyorpnZHgRTbnR198FmthdwgrvfXNW+7j6OYK7H5GU3JD2fzPZdVZO3exR4NMXyKcDgjC5CRBq1pyYu5M9vzuKHe/fgl0f0izockTIZJZLDhw9nypQpdRWLxNiMGTN45513AMqmu0hWUFBQ1mrYunXrWj13s2bNWLZsGQAtW6Y/HuB73/te2fNEsZ5+/YL/gOfOnVuLEYo0GpcCDwIDzGwpMB84K9qQ6txDwDXAAxB05zWzZ4EqE0kRkbr2yrSl3PDKVxy5ZxduO2UvsrI0Z6TEh1okpVKlpcH0Z8OGDauy0E2iqutll11W63G0adMm430SsSdLFNzZsmVLRkmpSH2JskUynBPxSDNrDWS5+4bIgqk/6s4rIrE0fuYKfvXC54zq05F7ztyH3GwNy5F4USIpIhITdVRAJ5PzdwLGAgcCbmYTCMbvrY4sqLrX5Lrzikj8LV+3hcuf/Yw9d27Lw+eOoEVu9aY/E6lLSiQlJXcHMpu38fLLLwfqpkUyU4n4K9KlSxc2bKidxpZEd+/+/ftXq+VUJFnExXaeAz4ATg5fnwU8DxwZWUR1ryl25xWRmLvx1emUuHPfWfvQpkXtz88tUhuUSIqIxEjExXZ2dvffJ72+2cxOjyya+rHQ3Ztad14RibG3Z6zgjekruHZ0f3p1bFX1DiIRUSIpKdWkVSQxNrEuWlbcPa0b7RUrVlS6fuPGjWVTgdRk2pKuXbuyalUwn/kuu+zC/Pnzq30sEYg8kXzTzMYAL4SvTyGY3qIxm29mrxO0vI6POhgRado2bytm7KvT2aNrHhce1DfqcEQqpURSyiQSol133TXiSCrWrl27si6po0aNAuDDDz/cIRm88sorqzxWixYtgKDiLEDbtm3L1g0cOJC3334bgJ122gnYPuE866yg51t+fn5ZN9qvvvoq8wsSSRL1GEngQuCXwFPh62xgk5n9DHB3b1vhng3XAOA4gi6uj5jZv4Hn3H1CtGGJSFN019uzWVqwhRcv3l/FdST2lEiKiMRIxFVbm9wgX3ffTNAC+4KZdQDuAt4nSKJFROrNl0vW8fCE+Zw+ohcj+3SMOhyRKimRFCCYJ3LvvfcGKOvymakXXgh6w9WkS2vr1q3L5qNMyM3NpWPH4D/U5AI5kyZNAqB58+ZlramJVsaxY8fy5JNPApCXl5fymhLnSeyT7IsvvihrgUy0OJpZ2ZQhhYWFQNCKecEFF5TFLlJTERfbaZLM7BDgdGA0MAU4LdqIRKSpmZ+/ifMfn0SXNs359TEDog5HJC1KJAWA448/nubNmwNwxx13cOmll2a0f2FhYVpjDUtKSspulAsLCxk7diwAf/7zn4HUcz8WFRVVOeaxc+fO2+0/YMB3/wkXFhZulwymIzs7e4fKr+5elnwmrmHNmjVRd0WURiQGXVubHDNbAHxG0Cp5jbtvijYiEWlqlhZs4ccPf4I7PHXBvnRoXf3aDSL1SYmkiEiMKJGsd3u5+/qogxCRpil/YyFnP/wJ67cU8feL9mP3LnlRhySSNiWSAsDcuXO3e33++ecD0KpV5WWnO3ToAFRd+XTGjBkADB48uMo5HlMZN24cAAcffDB5eTv+J5u4+a7oJjzTm/Oqtj/ppJOqdVyRqkT9N2VmBwL93P0xM+sM5Ll7oytHbGbXuvttwB/MbIf/lNz9igjCEpEmxN352VNTWbZuC09dsC+De7SLOiSRjCiRFBGJkSjHSJrZWGAE0B94DMgFngYOiCyouvN1+HNKpFGISJP1yfw1TF24lptPGqziOtIgKZGUlBJFZRI3tanGLgKccsopaR1v0KBBNYrnsMMOA4LCOIlW0uSiPIlWzjVr1gCUFeepKy+//HKdHl+aphiMkfwhsDfwKYC7LzOzRlnJ1d3/FT7d7O4vJq8zs1MjCElEmphHJ8ynQ6tcThneM+pQRKpFiaRUqqIEMuHee++tdH1t3RQnV1bdtCmohZFIcpO7ynbr1g2ofuXZhIsuuqjS9VV1z03E2KJFC7KzNYuApC/iRHKbu3uiq6eZNYVSxL8BXkxjmYhIrVm8ZjNvfb2CSw7djRa5uk+QhkmJpIhIjEScSL5gZg8A7c3sQuAnwENRBlRXzOwY4Figh5ndnbSqLVAcTVQi0lQ88dECss04e78+UYciUm1KJKVGEkV25s+fT58+fbZbF8VYr6KiIgBycnIoLs78XjDRkvj4449X6/yJLrVr164tW1ad4kLSdEWZSLr7n83sKGA9wTjJG9z9rcgCqlvLCMZHngBMTVq+AbgykohEpEnYWFjM85MXc8yQnenWbse5rEUaCiWSIiICgJldBTzfiJPHMu7+OfC5mb0MbHL3EgAzywaaRxqciDRq/5i6hA2FxfzkgD5RhyJSI9GVB5RYKC4uTtlyV9HyiiQXvtmyZQtbtmyp1ZaVoqKistbGhLPPPpuzzz475fYlJSW0atWqyulLkg0cOJC8vDzy8vJ2OFd5OTk55OTklLVgAmzcuLHskax58+Y0b677UqmamZGVlZXRo5a1Ad40sw/N7DIz61rbJ4ihN4GWSa9bAm9HFIuINHKlpc7jHy1gWK/27N27Q9ThiNSIWiSbuNzc3LKfyQVqJk2alNFxBg0axIoVKwBYtWoVUHWhHoARI0YA8OabbwKw2267bdctNCHRhTa5m+gTTzwBwJNPPpny2Fu2bAGgU6dOLF++fLvjJMfXu3dvAJYuXbrd/m3aBMUqE3Nq3nvvveyxxx4AfPnllwDbFdK5//77UyagNS38I01LxF1bfwf8zsz2Ak4H3jezJe5+ZGRB1b0W7l727Y+7bzSz9L+BEhHJwDszVzI/fxN3n7F31KGI1JhaJEVEYiQxBUi6jzSO18LMJpnZ52Y23cx+l0YYK4FvgdVAlxpeUtxtMrN9Ei/MbDiwJcJ4RKSRKi117nhrFr07tuKYwd2iDkekxtQiKcD2XUdzc3Pp0CHobvHtt98CMGDAAAoKCio9RmLbvn37pnXOgoIC2rVrt92y66+/nquvvjqj2Ldt21bWhTVVd9zBgweXtT4mWiZnzZrFZ599tl3cAOvWrQOgbdu2OxznzjvvTHnjnmgl3XPPPTOKWySVOmiRLAQOD1vacoEJZvaau09Mce5LgNOAzgTTX1zo7jNqO6CY+SXwopktAwzoRtAaKyJSq16f/i0zlq/nL6cNJTdbbTnS8CmRbOLuv/9+AC655BJycr77cyifFCV3N63oRvewww6r8nzZ2dllCWvycRLJ2DXXXFPp/qWlpTuMC8vNzS07ZiJhLC0tLet2mnyexDyT/fv3Z8OGDWUxAeTn56dMIBNSXXdpaSk/+9nPABgyZEilsYtUJTFGsjZ58I8r0XUzN3xUVEq4F/BLd59Wq0HEmLtPNrMBBFVqAb5x98oHSYuIZKik1PnLW7PYvUseJw7rEXU4IrVCX4eIiMRIbXdtDY+ZbWbTCLqsvuXun5Rbn/gG5U/AIjPrmPyo1QuMmXA85HXAL9z9K6CPmR2X5r6jzewbM5tjZr9Osb65mT0frv/EzPqEy88ys2lJj1IzGxauey88ZmJdY+9aLNIkvDJtKXNWbuSqo/YgOyvS+YJFao1aJJu4iy++eLuf6Ui0Hubm5m7XlXTNmjVV7tu2bduy4jPJlUwnTJiw3bEr8s0331TahTTRmlNRq06i5XLkyJGMHz8egPbt2wNBUZ6qJOJLdKUtLS1VMR2pVdXo2rqTmU1Jev2guz+YvEE4tcUwM2sPvGxmg8OkKeFZ4DiC+RSdoItn2e5Aev3VG6bHCK57//D1UoJuvf+ubKdwmpB7gaOAJcBkM3u1XFfgC4C17r67mY0BbgVOd/dngGfC4wwB/lmuFfgsd0/+nYpIA1ZUUsqdb89mUPe2jB6ksZHSeCiRFBGJkWokkvnuPiKdDd29wMzeBUYDXyUtPy78uWumJ28EdnP3083sDAB332zp/RJGAXPcfR6AmT0HnAgkJ5InAjeGz18C7jEz8+2/MTsDeK6G1yAiMfbilCUsWrOZR88bQZZaI6URUSIp1bZu3Tpat26d0T5r164tm1Zj3rx59OzZE4Bjjz02rf0HDBiQWZDllJSUAPDuu++WLVu9enXa+yfmy9y6dWuN4hCpSG0X2zGzzkBRmES2JGhBu7WCbd9x9yOqWtbIbAvfFwcws90IChRVpQewOOn1EmDfirZx92IzWwd0AvKTtjmdIOFM9piZlQD/AG72qrpqiEgsrd20jXvencOTHy9g+C4dOKy/eqpL46JEUlJKFK2prPBHq1ateOyxxwC47rrrWLlyZVrHTnQvffvttzn00EMB2LhxYyV7QPfu3YGa32QPGzYMSN2F1t2rPH5lxXhEaqouiu0AOwNPhF0xs4AX3H27bptm1gJoRdBNtgPfdW1tS5AMNWZjgdeBXmb2DHAAcF59nNjM9gU2l+tmfJa7LzWzNgSJ5NnADpPlmtlFwEXw3Vy4IhIPJaXOQx/O495357CpsJhTh/fi6qP7RzpPsEhdUCIpIhIjtX2j4e5fAFXNfP0zgmkwuhOMF0wEsR64p1YDihl3f8vMPgX2I7juX7h7fhW7QTCWslfS657hslTbLDGzHKAdwdycCWOAv5eLZ2n4c4OZPUvQhXaHRDIcB/sgwIgRI9RiKRIjD304j1tem8nhA7pw3egB9O/WJuqQROqEEknZQatWrdiyJZiPO9F1dcOGDSlvcM8777yynzNnzgTSn0/x/PPPr3R9ly5BF5AVK1akdbzKJFogZ82aVeE2WVlZZS2xFd3MJ9ZXR6KlqbS0VN9KSoWi+Ntw97uAu8zscnf/a70HEAEzG+DuM81sn3DR8vBnbzPrBaxx94WVHGIy0M/MdiVIGMcAZ5bb5lXgXOBj4BRgfKKbqpllEczZeVBSTDlAe3fPD+f8PA54uybXKSL1q2DzNu57dw6H9e/Mo+eNjDockTqlRFJEJEai/JLB3f9qZoOBgUCLpOU7tIg1AlcRdA29vYL1nczsc3c/O9XKcMzjZcAbQDbwqLtPN7ObgCnu/irwCPCUmc0B1hAkmwkHA4sTxXpCzYE3wiQymyCJfKj6lygi9e2+9+ayobCYa0fXrKaDSEOgRFKAoAhNTs6Ofw6bNm0Cgta0RCtlbm4uANnZ2dttm5cQPu4AACAASURBVCiEc++99wJw6aWXViuWxI10bbREwvYtrFVJtBpeeuml/PWvf90uniVLltQojsQ0IyIVqaMxkpmcfyxwKEEiOQ44BphAiq6VDZ27XxT+PKyibczszSqOMY7gfUpedkPS863AqRXs+x5Bd9rkZZuA4VWELiIxtbRgC49/tIAf7d2TPXdWTQVp/JRICv+/vTuPrqo+9z/+fjInDAmDTCFMgjIpWBCnOlQF54v1p9VqW/WqaNVbO0u9t2pd9l5tb229SgfqUEUqtmJbqlS0Io4VmWQGBWQIM2EIQ+bz/P44O3oIAXIgyT4n5/NaKyt7Ps/ZbM46n3y/+7uBekNkXfn5+QBUVBx6QMNvfvObwJEHyfHjxx9+owaofa5lQ0NkrHHjxrF7924AnnnmGQCKiooOtUuD64HDPy9TEt/w4Q164kbcQu72fCUwBJjn7jeaWWfguTALamrBQEO3A18kOnLrO8Bv3b3c3UeFWpyIJJVHXovePvPdUceFXIlI8wjvT98iIpJoytw9AlSbWVtgC/sPKNMSPQsMAh4jOrDQIGBCqBWJSNJZtqmUl+YVc8PpvSgsyA27HJFmoRZJabDjjov+ha32WYx1u7bWqm1Ruf/++7n//vvjeo20tDRuvvnmIy8yRocOHY5q/4kTJwIwYcLRfadU66PEI+QWydlmVkD0vrw5wB6iA8W0ZIPdfWDM/JtmtiS0akQk6dREnAf+voQ22Rncfs6xYZcj0mzUIikNtmjRIhYtWsTmzZsbdP/ifffdR3l5OeXl5bRp04Y2baLDXxcVFR20m+imTZsateaj4e77/RyJ2pFnRZKBu9/u7jvd/bfASOB6dz/08MrJb66ZfXavYvBsx9kh1iMiSeaXr3/M+ytLGHvRAAryssIuR6TZqEVSRCSBhNEiGfMIjHrXufvc5qynOZjZQqL3RGYC75vZ2mBVD2BZaIWJSFJ5ddFGHn9zBVcPL+KrI1r6nQAi+1OQFACqq6sPO+DOsGHRwQQ7d+7c4ONmZ2cDUFpaesC6mpqaA0aobMwv0dOnTwfg3HPPPWCdmR2ylbF169afDbYTT021227YsAGALl26NHhfETMLq2vrwR6BAdGwdeB/ouR3adgFiEhy+2Tzbr73p/kMKSrgJ6MHhX1rgkizU5AUEUkgYXwROdQjMFoqd19TO21mQ4Azg9l33H1+OFWJSLLYXV7FmAlzyM3K4HdfG0ZOZv3jRoi0ZAqSAhx84JxYGzduBGDp0qUADB48uMlf82h86UsH/258sNbIxx9/HNj/0SWHG1yolpl9tq3+KilHKsxrx8zygO8CPdx9jJn1A45395dDK6qJmdldwC3AS8Gi58xsvLs/FmJZIpLgxr25ktUle5l0y6l0yc8JuxyRUChIymdqw5W78/zzzwOQkxP9cBw5ciS//vWvgc9Hb00Wh+vGGrtdfc++rO1+W1NTc8gwWVVVpQApRy3ka+hpoqO1nh7Mrwf+DLTYIAncBJzi7nsBzOxhoiPVKkiKSL027Czj6fc+5ctDCzmlz9GNEC+SzDRqq4hIAqm9T7KhP43sWHf/GVAF4O77gJb+1xEDamLma2j571lEjsIjr3+MA98dlVx/WBdpbGqRlAOYGddee+0By+++++4Qqjl6kUikUY6TlpamZ0JKS1dpZrlEB9jBzI4FKsItqck9Dcw0s78E85cDT4ZYj4gksKUbS5k8t5hbzuxD93Z5YZcjEioFSRGRBBHiqK217gNeBYrMbCJwBnBDmAU1NXd/xMxmAF8MFt3o7vNCLElEEthD/1hG25xM7jinb9iliIROQVJEJIGEFSQt+sLLgCuAU4l277zL3beFUlAzCp6T2eKelSkijevdT7bx1sdb+c+LB5Cflxl2OSKhU5AUEUkgYQVJd3czm+ruJwCvhFKEiEgCqok4L8xax/++tpzCgly+flrPsEsSSQgKkiIiCSTkrq1zzexkd58VZhEiIoli1urt3D9lMYs3lHJyr3b89Msn6JmRIgEFSRGRBBJykDwFuM7M1gB7iXZvdXc/McyiRETC8MqCjdzxx7l0zc/h/756Eped2DXsz2iRhKIgKSKSIBJgsJ0LwnxxEZFEsWrrHu6evICTehQw8eZTyMvSV2aRuvS/QkQkgYQZJN19TWgvLiKSIMoqa7h94lwy041x135BIVLkIPQ/Q0REREQk8OO/LWL55t08fcPJdCvIDbsckYSlICkikkB0/42ISDjKKmt48t1VvDinmP84ty/nHN8p7JJEEpqCpIiIiIikrLUl+5jwwWpemLWO0vJqzuvfiW+ff1zYZYkkPAVJEZEEohZJEZHm88GqEr72xEwcuHBQF64/vRcn92qnz2KRBlCQFBFJIPrykjzM7ELgUSAdeMLdH6qzPht4FhgGlABXu/tqM+sFLAWWB5t+4O63BfsMA/4A5AJTgbvc3Zv8zYikoN3lVXz/z/Pp3i6X58ecStd83Q8pEo+0sAsQEZGo2sd/xPMj4TCzdGAccBEwEPiqmQ2ss9lNwA537wv8Eng4Zt1Kdx8a/NwWs/w3wC1Av+DnwqZ6DyKp7sGXl7JhZxm/+MpQhUiRI6AgKSKSQBQkk8YIYIW7r3L3SmASMLrONqOBZ4LpF4Hz7BD/aGbWFWjr7h8ErZDPApc3fuki8sbSzbwwex23nn0sw3q2C7sckaSkICkikkAUJJNGIbAuZr44WFbvNu5eDewCOgTrepvZPDN7y8zOjNm++DDHFJGjtH1vJXdPXkj/Lm349vn9wi5HJGnpHkkRkQSicJgSNgI93L0kuCfyr2Y2KJ4DmNkYYAxAjx49mqBEkZZn3fZ9TJm/gT/PXseuskom3DSC7Iz0sMsSSVoKkiIiCURBMmmsB4pi5rsHy+rbptjMMoB8oCTotloB4O5zzGwlcFywfffDHJNgv/HAeIDhw4drMB6Rg9iws4xpizcxdeFGZq3eAcCIXu358aUDGdC1bcjViSQ3BUkREZH4zQL6mVlvomHvGuDaOttMAa4H/gVcCUx3dzezY4Dt7l5jZn2IDqqzyt23m1mpmZ0KzAS+ATzWTO9HpEV5c9kWfvXGJ8xftxOA4zq35vujjmP00EKK2ueFXJ1Iy6AgKSKSIHTfY/Jw92ozuxOYRvTxH0+5+2IzewCY7e5TgCeBCWa2AthONGwCnAU8YGZVQAS4zd23B+tu5/PHf/wj+BGROMxevZ1bn5tD94JcfnDB8Vw4uAvHHtM67LJEWhwFSRGRBKIgmTzcfSrRZz3GLrs3ZrocuKqe/SYDkw9yzNnA4MatVCR1rN62l1uenU1hQS6Tv3k67VplhV2SSIulICkikkAUJEVEjszOfZX8+x9m4cBTN5ysECnSxBQkRUQSiIKkiEj8KqpruHXCHIp3lPHczafQu2OrsEsSafEUJEVEEoiCpIhIfCIR53t/ms/MT7fz6DVDGdG7fdgliaQEBUkRkQShwXZEROLj7jz4ylJeXrCRsRf1Z/TQwrBLEkkZaWEXICIiIiJyJH7/ziqeeu9TbjyjF7ee1SfsckRSilokRUQSiFokRUQaZsr8Dfz31GVccmJXfnzJQH1+ijQztUiKiIiISFJZtXUPYycvYHjPdjzylSGkpSlEijQ3tUiKiCQQ/UVdROTQKqsjfGvSPLIy0njs2pPIzkgPuySRlKQgKSIiIiJJ42evLmPR+lLGf30YXfNzwy5HJGUpSIqIJBC1SIqIHNyby7fwxLuf8o3TejJqUJewyxFJaQqSIiIJREFSRORzNRFnfvFO5q7Zwbx1O3l7+Vb6d2nDPRcPCLs0kZSnICkikiD0HEkRkc+VV9Vw23NzmLF8KwCFBbmc078T3x91HDmZui9SJGwKkiIiLZiZFQHPAp0BB8a7+6PhViUicmiV1RFunziXGcu3cs/F/Rk9tJDObXPCLktEYihIiogkkCZokawGvufuc82sDTDHzF539yWN/UIiIo2hqibCnX+cy/RlW3jw8sF87dSeYZckIvVQkBQRSSCNHSTdfSOwMZjebWZLgUJAQVJEEk5peRU//PMCXluymfsvG6gQKZLAFCRFRFKEmfUCTgJmhluJiMj+3J2pCzfxk78vZuueCv7rkgHccEbvsMsSkUNQkBQRSSBH0CLZ0cxmx8yPd/fx9Ry3NTAZ+La7lx5FiSIijaYm4ny0biePTf+EGcu3MriwLU9cP5wTuxeEXZqIHIaCpIhIAjmCILnN3Ycf5piZREPkRHd/6UhrExFpDO7OG0u38I9Fm5ixfAsleyvJy0rnx5cO5PrTepKRnhZ2iSLSAAqSIiIJoike/2HRAz4JLHX3Rxr14CIicVq0fhcP/H0JH67eTn5uJuccfwznDejM2f2OIT8vM+zyRCQOCpIiIi3bGcDXgYVm9lGw7B53nxpiTSKSYnbsreRn05YzadZa2uVl8T9XnMBVw7qr9VEkiSlIiogkkCYYtfVdoNGfKSIi0lDTl23m7skL2bG3khtP781d5/cjP1etjyLJTkFSRCSBNMFzJEVEQrGnopoHX17CpFnr6N+lDc/cOIKB3dqGXZaINBIFSRGRBKIgKSItwby1O/jWpHms31HGbWcfy3dG9iM7Iz3sskSkEaljuoiIyBEwswvNbLmZrTCzsfWszzazF4L1M4PneGJmI81sjpktDH6fG7PPjOCYHwU/nZrvHYkcvUjE+d1bK7nqt/8iEoEXbj2NsRf1V4gUaYHUIikiIhInM0sHxgEjgWJglplNcfclMZvdBOxw975mdg3wMHA1sA24zN03mNlgYBpQGLPfde4e+2xQkaSwaVc5P5y8gLc/3spFg7vw0BUnaiRWkRZMQVJEJIGoa2vSGAGscPdVAGY2CRgNxAbJ0cD9wfSLwONmZu4+L2abxUCumWW7e0XTly3S+PZUVPO7t1by+3dW4Q4PXj6Y607poc8zkRZOQVJEJEE0xXMkpckUAuti5ouBUw62jbtXm9kuoAPRFsla/w+YWydEPm1mNcBk4EF398YuXqQxRCLO87PW8svXP2bbnkouG9KNH15wPEXt88IuTUSagYKkiIhICMxsENHurqNiFl/n7uvNrA3RIPl14Nl69h0DjAHo0aNHM1Qrsr8VW/YwdvICZq/ZwYje7Xny+gEMKSoIuywRaUYKkiIiCUQtkkljPVAUM989WFbfNsVmlgHkAyUAZtYd+AvwDXdfWbuDu68Pfu82sz8S7UJ7QJB09/HAeIDhw4erxVKahbuzqbScF2cX89j0FeRlp/OLq4ZwxRcK9dklkoIUJEVEEoi+jCWNWUA/M+tNNDBeA1xbZ5spwPXAv4Argenu7mZWALwCjHX392o3DsJmgbtvM7NM4FLgn03/VkTqV1UT4cNPtzN92RYWFu9i+ebd7CqrAuDSE7ty32WDOKZNdshVikhYFCRFRBKIgmRyCO55vJPoiKvpwFPuvtjMHgBmu/sU4ElggpmtALYTDZsAdwJ9gXvN7N5g2ShgLzAtCJHpREPk75vtTYkQbXV8f2UJz3+4lreWb2V3RTVZGWmcUJjPJSd2pX+XNgzpXqBurCKiICkiInIk3H0qMLXOsntjpsuBq+rZ70HgwYMcdlhj1ijSUNU1EaYu2sT4t1eyaH0p7VtlcfEJXTlvQCe+2K8jeVn6yigi+9OngohIAlGLpIg0p/KqGibPLea3b61k3fYy+nRsxf9ccQJfPqmQnMz0sMsTkQSmICkikiD0+A8RaS6V1RGeeX81v39nFVt2VzCkqID/vHggowZ2Ji1Nn0MicngKkiIiIiIppCbifOeFj3hl4UbO6NuBX109lNOO7aA/ZIlIXBQkRUQSiL7IiUhTcnfu/dsiXlm4kXsu7s+Ys44NuyQRSVIKkiIiCURBUkSa0i//+QkTZ67l1rP7KESKyFFRkBQRERFp4dbvLOOPM9cw7s2VfGV4d8Ze2D/skkQkySlIiogkELVIikhj2LG3kqUbS5m7dgfTFm9m4fpdAFxyYlf++8sn6LNGRI6agqSIiIhIkttVVsWM5Vt4fclm5q7ZwYZd5Z+tG1pUwNiL+nPBoC707tgqxCpFpCVRkBQRERFJQvsqq/nHwk38Zd56PlhVQnXE6dg6m9OP7cCgbm0Z2K0tA7u2pUPr7LBLFZEWSEFSRCRB6DmSItIQSzaUMuGD1fx9/kb2VFTTq0Met5zVh5EDOzO0e4GeAykizUJBUkRERCQJbC4t5+fTljN5bjE5GelccmJXvjK8iJN7tdMfoUSk2SlIiogkEH0ZFJG6Nu0qZ9KstYx/exVVNRFuObMPd3ypL/m5mWGXJiIpTEFSREREJEG4Ozv3VbFm+z5mrirh1cWbmLd2JwAXDe7C2Iv607ODBswRkfApSIqIJBC1SIqkjrLKGhYU72TJxlKWbChl6aZS1pTsY3d59WfbDC5syw8uOJ4LBnWhb6fWIVYrIrI/BUkRERGRZlJdE+G9lSX8bd56pi3exN7KGgA6ts5iQNe2DOvRjqL2efTs0IoBXdvQvV1eyBWLiNRPQVJEJIGoRVKk5SnZU8G7K7bx1vKtvPXxVkr2VtImJ4PLhnRj1KDODO6WT6e2OWGXKSISFwVJERERkUbk7qzcuofXlmzm9SWb+WjdTtyhXV4mZ/Y7hotP6MqX+h9DdkZ62KWKiBwxBUkRkQSiFkmR5LN6215mLN/C6pJ9rC7Zy4oteyjeUQbACYX53HVeP845vhMnFOaTrmc8ikgLoSApIiIicgSWbSpl3JsreWXBBiIOrbLS6dWxFUO6F3Dr2cdy/oBOdM3PDbtMEZEmoSApIpIgzEwtkiIJJBJxdpdXs6usip1llWzbU8G67WWs276PZZt28+6KbbTKSueWM/vw9dN6UliQq//DIpIyFCRFREREYpTsqeCZ91fz7Adr2Lmv6oD1OZlpFLXL467z+nHjGb0oyMsKoUoRkXApSIqIiEjKcnd2lVWxYWc5m0rLePvjbUyatZbyqgijBnZmRO/2FORlkZ+bSftWWRS1z+WY1tlqeRSRlKcgKSKSQPTlVKRpVVZHmLt2B3PW7GDW6u3MXbOD0vLqz9ZnpBmXn1TIbWf3oW+nNiFWKiKS2BQkRUREjoCZXQg8CqQDT7j7Q3XWZwPPAsOAEuBqd18drPsRcBNQA3zL3ac15JgSv0jE2VNZzfsrSnh10UbeWLaF3UFwPK5zay45sRt9O7Wma34OXfNz6NWhFe1aqauqiMjhKEiKiCQQtUgmBzNLB8YBI4FiYJaZTXH3JTGb3QTscPe+ZnYN8DBwtZkNBK4BBgHdgH+a2XHBPoc7ZkqqrI5QsreCrbsrWL+jjLXb97Fuxz427aog4o6740B5VQ27y6vZU1HNnvJq9lXWUFZV89lxCvIyuXBQF0bGdFkVEZEjoyApIiISvxHACndfBWBmk4DRQGzoGw3cH0y/CDxu0b8UjAYmuXsF8KmZrQiORwOO2SQWrd/Fhp1lONF7Bt33X+8QBLbo77o+XxedjkSciEONOzU1EaojTnXEKa+qoSwId/sqo9N7K6spq6yhojpCZXWEiuqa6PY1TnUkQkV1pN4BbwryMunSNoeMdMMwzCAnI50ubXNonZNBq+wMWmWlk5uVQV5WOoO75XNKn/Zkpqc1zUkUEUkxCpIiIiLxKwTWxcwXA6ccbBt3rzazXUCHYPkHdfYtDKYPd0wAzGwMMAagR48eR/YOYjz93momzy0+6uM0RHZGGrlZ6eRmppOXlU5eVga5Wem0yckgOyOd7Iw0sjLSSE8zMtKMzPQ0OrbO5pg22XRsnUW3glyK2ueRn5vZLPWKiEj9FCRFRBKIurZKQ7j7eGA8wPDhww9sIozTt8+PPsbCjM9a9+peimlmpBkQrK9vnWGkpUXn09Oi22WmpZGeHg2F2RnppKfpGhcRaQkUJEVEROK3HiiKme8eLKtvm2IzywDyiQ66c6h9D3fMJlHUPm+/FxYRETkc3SggIpJAzCyuHwnNLKCfmfU2syyig+dMqbPNFOD6YPpKYLq7e7D8GjPLNrPeQD/gwwYeU0REJCGoRVJERCROwT2PdwLTiD6q4yl3X2xmDwCz3X0K8CQwIRhMZzvRYEiw3Z+IDqJTDdzh7jUA9R2zud+biIhIQyhIiogkCLUyJhd3nwpMrbPs3pjpcuCqg+z7U+CnDTmmiIhIIlLXVhEREREREYlLXC2Sc+bM2WZma5qqGBGRJNKzKQ6qFkkRERFJBnEFSXc/pqkKERERERERkeSgrq0iIgmksUdtNbOnzGyLmS1qhvJFREQkRShIioi0bH8ALgy7CBEREWlZNGqriEgCaex7JN39bTPr1agHFRERkZSnFkkRERERERGJi7l72DWIiAhgZq8CHePcLQcoj5kf7+7j6xy3F/Cyuw8+qgIlIZnZVuBIR1TvCGxrxHJaAp2T+um8HEjnpH46L/VLpvPSsyGDrKprq4hIgnB33csocTuaEdXNbLa7D2/MepKdzkn9dF4OpHNSP52X+rXE86KurSIiIiIiIhIXBUkRkRbMzJ4H/gUcb2bFZnZT2DWJiIhI8lPXVhGRFszdvxp2DZLQxh9+k5Sjc1I/nZcD6ZzUT+elfi3uvGiwHREREREREYmLuraKiIiIiIhIXBQkRUREUoyZXWhmy81shZmNDbuesJhZkZm9aWZLzGyxmd0VLG9vZq+b2SfB73Zh19rczCzdzOaZ2cvBfG8zmxlcMy+YWVbYNTY3MyswsxfNbJmZLTWz01L9WjGz7wT/dxaZ2fNmlpOK14qZPWVmW8xsUcyyeq8Ni/q/4PwsMLMvhFf50VGQFBERSSFmlg6MAy4CBgJfNbOB4VYVmmrge+4+EDgVuCM4F2OBN9y9H/BGMJ9q7gKWxsw/DPzS3fsCO4BUHLjrUeBVd+8PDCF6flL2WjGzQuBbwPDgOcXpwDWk5rXyB6DuI7wOdm1cBPQLfsYAv2mmGhudgqSIiEhqGQGscPdV7l4JTAJGh1xTKNx9o7vPDaZ3Ew0GhUTPxzPBZs8Al4dTYTjMrDtwCfBEMG/AucCLwSapeE7ygbOAJwHcvdLdd5Li1wrRgTtzzSwDyAM2koLXiru/DWyvs/hg18Zo4FmP+gAoMLOuzVNp41KQFBERSS2FwLqY+eJgWUozs17AScBMoLO7bwxWbQI6h1RWWH4F/BCIBPMdgJ3uXh3Mp+I10xvYCjwddPl9wsxakcLXiruvB/4XWEs0QO4C5qBrpdbBro0W8xmsICkiIiIpzcxaA5OBb7t7aew6jw5vnzJD3JvZpcAWd58Tdi0JJgP4AvAbdz8J2EudbqwpeK20I9q61hvoBrTiwO6dQsu9NhQkRUREUst6oChmvnuwLCWZWSbREDnR3V8KFm+u7WoW/N4SVn0hOAP4NzNbTbTb87lE7w0sCLovQmpeM8VAsbvPDOZfJBosU/laOR/41N23unsV8BLR6yfVr5VaB7s2WsxnsIKkiIhIapkF9AtGVswiOjjGlJBrCkVw79+TwFJ3fyRm1RTg+mD6euBvzV1bWNz9R+7e3d17Eb02prv7dcCbwJXBZil1TgDcfROwzsyODxadBywhha8Vol1aTzWzvOD/Uu05SelrJcbBro0pwDeC0VtPBXbFdIFNKhZtaRUREZFUYWYXE70PLh14yt1/GnJJoTCzLwLvAAv5/H7Ae4jeJ/knoAewBviKu9cdSKPFM7NzgO+7+6Vm1odoC2V7YB7wNXevCLO+5mZmQ4kOQJQFrAJuJNook7LXipn9BLia6AjI84Cbid7vl1LXipk9D5wDdAQ2A/cBf6WeayMI3Y8T7Qa8D7jR3WeHUffRUpAUERERERGRuKhrq4iIiIiIiMRFQVJERERERETioiApIiIiIiIicVGQFBERERERkbgoSIqIiIiIiEhcFCRFRERE5IiZ2fvB715mdm0jH/ue+l4rUZnZDWb2eNh1iDQHBUkREREROWLufnow2QuIK0iaWcZhNtkvSMa8VotkZulh1yDSUAqSIiIiInLEzGxPMPkQcKaZfWRm3zGzdDP7uZnNMrMFZnZrsP05ZvaOmU0BlgTL/mpmc8xssZmNCZY9BOQGx5sY+1oW9XMzW2RmC83s6phjzzCzF81smZlNDB4AX7fmGWb2sJl9aGYfm9mZwfL9WhTN7GUzO6f2tYPXXGxm/zSzEcFxVpnZv8UcvihY/omZ3RdzrK8Fr/eRmf2uNjQGx/2Fmc0HTmuEfxKRZnG4vwKJiIiIiDTEWOD77n4pQBAId7n7yWaWDbxnZq8F234BGOzunwbz/+7u280sF5hlZpPdfayZ3enuQ+t5rSuAocAQoGOwz9vBupOAQcAG4D3gDODdeo6R4e4jzOxi4D7g/MO8v1bAdHf/gZn9BXgQGAkMBJ4BpgTbjQAGA/uCul4B9gJXA2e4e5WZ/Rq4Dng2OO5Md//eYV5fJKEoSIqIiIhIUxgFnGhmVwbz+UA/oBL4MCZEAnzLzL4cTBcF25Uc4thfBJ539xpgs5m9BZwMlAbHLgYws4+IdrmtL0i+FPyeE2xzOJXAq8H0QqAiCIUL6+z/uruXBK//UlBrNTCMaLAEyAW2BNvXAJMb8PoiCUVBUkRERESaggH/4e7T9lsY7Sq6t878+cBp7r7PzGYAOUfxuhUx0zUc/PtuRT3bVLP/rV+xdVS5uwfTkdr93T1S515PZ39O9Fw84+4/qqeO8iAQiyQV3SMpIiIiIo1hN9AmZn4a8E0zywQws+PMrFU9++UDO4IQ2R84NWZdVe3+dbwDXB3ch3kMcBbwYSO8h9XAUDNLM7Miot1U4zXSzNoH3XQvJ9q99g3gSjPrBBCs79kI9YqERi2SIiIiItIYFgA1waAxfwAeJdrlc24w4M1WosGqrleB28xsKbAc+CBm3XhggZnNdffrYpb/hejANPOJtvj90N03BUH0aLwHfEp0EKClwNwjOMaHRLuqdgeec/fZAGb2X8BruIGf3wAAAG9JREFUZpYGVAF3AGuOsl6R0NjnLfQiIiIiIiIih6eurSIiIiIiIhIXBUkRERERERGJi4KkiIiIiIiIxEVBUkREREREROKiICkiIiIiIiJxUZAUERERERGRuChIioiIiIiISFwUJEVERERERCQu/x/jZZfGU4NvRQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(16,5))\n",
    "simulation.plt_eps(ax=ax1, outline=False)\n",
    "ax1.set_title('final permittivity distribution')\n",
    "optimization.plt_objs(ax=ax2)\n",
    "ax2.set_yscale('linear')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the simulation did not converge, reached 0.00019719246912369432\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare the linear and nonlinear fields\n",
    "\n",
    "# setup subplots\n",
    "f, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(20,5))\n",
    "\n",
    "# linear fields\n",
    "(Hx,Hy,Ez) = simulation.solve_fields()\n",
    "simulation.plt_abs(ax=ax1, vmax=None)\n",
    "ax1.set_title('linear field')\n",
    "\n",
    "# nonlinear fields\n",
    "(Hx_nl,Hy_nl,Ez_nl,_) = simulation.solve_fields_nl()\n",
    "simulation.plt_abs(ax=ax2, vmax=None, nl=True)\n",
    "ax2.set_title('nonlinear field')\n",
    "\n",
    "# difference\n",
    "simulation.plt_diff(ax=ax3)\n",
    "ax3.set_title('|Ez| for linear - nonlinear')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the simulation did not converge, reached 0.0001971924681372396\n",
      "maximum refractive index shift of 0.006426430322232335\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compute the refractive index shift\n",
    "index_shift = simulation.compute_index_shift()\n",
    "print('maximum refractive index shift of {}'.format(np.max(index_shift)))\n",
    "plt.imshow(index_shift.T, cmap='magma', origin='lower')\n",
    "plt.colorbar()\n",
    "plt.title('refractive index shift')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        -> W_in = 0.4182101149877191\n",
      "        -> linear transmission (top)        = 0.2883\n",
      "        -> linear transmission (bottom)     = 0.0357\n",
      "        -> nonlinear transmission (top)     = 0.0709\n",
      "        -> nonlinear transmission (bottom)  = 0.2337\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "W_in = simulation.W_in\n",
    "print(\"        -> W_in = {}\".format(W_in))\n",
    "\n",
    "# linear powers\n",
    "W_top_lin = simulation.flux_probe('x', [-NPML[0]-int(l/2/dl), ny+int(d/2/dl)], int(H/2/dl))\n",
    "W_bot_lin = simulation.flux_probe('x', [-NPML[0]-int(l/2/dl), ny-int(d/2/dl)], int(H/2/dl))\n",
    "\n",
    "# nonlinear powers\n",
    "W_top_nl = simulation.flux_probe('x', [-NPML[0]-int(l/2/dl), ny+int(d/2/dl)], int(H/2/dl), nl=True)\n",
    "W_bot_nl = simulation.flux_probe('x', [-NPML[0]-int(l/2/dl), ny-int(d/2/dl)], int(H/2/dl), nl=True)\n",
    "\n",
    "\n",
    "print('        -> linear transmission (top)        = {:.4f}'.format(W_top_lin / W_in))\n",
    "print('        -> linear transmission (bottom)     = {:.4f}'.format(W_bot_lin / W_in))\n",
    "print('        -> nonlinear transmission (top)     = {:.4f}'.format(W_top_nl / W_in))\n",
    "print('        -> nonlinear transmission (bottom)  = {:.4f}'.format(W_bot_nl / W_in))\n",
    "\n",
    "S = [[W_top_lin / W_in, W_top_nl / W_in],\n",
    "          [W_bot_lin / W_in, W_bot_nl / W_in]]\n",
    "\n",
    "plt.imshow(S, cmap='magma')\n",
    "plt.colorbar()\n",
    "plt.title('power matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
